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Multi-scale stochastic morphological models for 3D complex microstructures

机译:3D复杂微观结构的多尺度随机形态模型

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The analysis of 3D images of complex materials, once imaging and reconstruction steps have been thoroughly done, can provide essential information. This analysis can be largely enhanced by using a modeling of the observed media, based on a reduced set of interpretable parameters. Besides, a common feature to many materials as diverse as concrete, rocks, bones, nanomaterials or heterogeneous catalysts is a multi-scale morphology with the meaning that specific morphological features exist at various length scales. Access to these different length scales' information is essential in order to understand and modelize these materials. This is a central point in the optimization of the usage properties of these materials such as mechanical strength or mass transport, which need a preliminary characterization of their morphology with the help of an adequate model. We propose here a modelization based on the so-called multi-scale Boolean models, models which have been successfully related to some usage properties, of primary importance for the design of new microstructures. These models are based on a reduced set of parameters related to interpretable material manufacturing settings. We illustrate the use of these models for the following tasks: representation of real multi-scale material like alumina catalyst supports, estimation of critical percolation threshold and assessment of tortuosity and accessibility. In addition, their efficient computing and visualization are addressed using ”plug im!”, a signal and image processing modular open access software.
机译:一旦完成了成像和重建步骤,对复杂材料的3D图像进行的分析就可以提供必要的信息。基于减少的可解释参数集,可以通过使用观察介质的建模来大大增强此分析。此外,对于许多材料(例如混凝土,岩石,骨头,纳米材料或非均相催化剂)而言,其共同特征是多尺度形态,这意味着在各种长度尺度上都存在特定的形态特征。为了理解和建模这些材料,访问这些不同的长度标尺的信息是必不可少的。这是优化这些材料的使用特性(例如机械强度或质量传递)的中心点,需要借助适当的模型对它们的形态进行初步表征。我们在这里提出基于所谓的多尺度布尔模型的模型化,该模型已经成功地与某些使用特性相关,对于设计新的微结构而言,这是最重要的。这些模型基于与可解释的材料制造设置相关的一组简化的参数。我们举例说明了这些模型在以下任务中的使用:真实的多尺度材料(如氧化铝催化剂载体)的表示,临界渗滤阈值的估计以及曲折度和可及性的评估。此外,使用信号和图像处理模块化开放访问软件“ plug im!”解决了它们的高效计算和可视化问题。

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